{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "21f9c745-a783-4492-b13e-b50d8c737baa",
   "metadata": {},
   "source": [
    "1.1INCEPTION"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "4445aa56-1949-40b1-be1f-8315bb1b6706",
   "metadata": {},
   "source": [
    "![image.png](attachment:1fa2fac8-d2ff-4ab4-b090-f4d76d0693ea.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "496a660d-8dd4-4a67-bef3-2d60fbaee894",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "deep_learning"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
